Use Detections Consensus to Build Computer Vision Pipelines and Applications

Workflows allows you to integrate Detections Consensus with models, logic, and applications.

Build a Workflow

Connect Detections Consensus to other blocks to build a custom workflow

Combine detections from multiple detection-based models based on a majority vote strategy. This block is useful if you have multiple specialized models that you want to consult to determine whether a certain object is present in an image. See the table below to explore the values you can use to configure the consensus block.

Start a Workflow

Filter

Conditionally filter and output data fields based on boolean conditions from a preceding workflow step.

AWS Secrets Retriever

Retrieve and manage secrets from AWS Secrets Manager for use in workflow automation.

Byte Tracker

Track and update object positions across video frames using ByteTrack.

GPT-4 with Vision

GPT-4 with Vision is a type of LMM.

CogVLM

CogVLM is a type of LMM.

YOLOv8 Classification

YOLOv8 Classification is a type of Roboflow Classification Model.

YOLOv8 Keypoint Detection

YOLOv8 Keypoint Detection is a type of Roboflow Keypoint Detection Model.

YOLOv7 Instance Segmentation

YOLOv7 Instance Segmentation is a type of Roboflow Instance Segmentation Model.

YOLOv8 Instance Segmentation

YOLOv8 Instance Segmentation is a type of Roboflow Instance Segmentation Model.

YOLOv5 Instance Segmentation

YOLOv5 Instance Segmentation is a type of Roboflow Instance Segmentation Model.

YOLOv5

YOLOv5 is a type of Roboflow Object Detection Model.

YOLO-NAS

YOLO-NAS is a type of Roboflow Object Detection Model.

YOLOv9

YOLOv9 is a type of Roboflow Object Detection Model.

YOLOv8

YOLOv8 is a type of Roboflow Object Detection Model.

Detection Offset

Apply a fixed offset on the width and height of detections.

Detection Filter

Filter predictions from detection models based on defined conditions.

QR Code Detector

Detect the location of QR codes in an image.

Barcode Detector

Run Optical Character Recognition on a model.

Roboflow Object Detection Model

Detect objects using an object detection model.

Roboflow Keypoint Detection Model

Run inference on a keypoint detection model.

Roboflow Instance Segmentation Model

Run an instance segmentation model.

Yolo World Model

Run a zero-shot object detection model.

LMM For Classification

Run a large language model for classification.

LMM

Run a large language model.

Fusion

Detections Consensus

Combine predictions from multiple detections models to make a decision about object presence.

Serializer

Convert object detection predictions into serialized format, facilitating data transfer or storage within workflow pipelines.

Azure Sink

This block send email alert with image and prediction.

S3 Upload

Send images and prediction files to AWS S3.

SMS

Send SMS notifications through Twilio based on configurable conditions, utilizing dynamic message content and sender/receiver details.

Webhook Publish

Securely transmit data to specified webhooks using HMAC-SHA512 for payload authentication, ensuring data integrity and confidentiality.

Super Annotator

Enhance images with visual annotations based on detection predictions, combining bounding boxes and labels for clarity.

Non Empty Predictions Tagger

Tag batches of images with boolean flags indicating the presence or absence of predictions for various detection types.

Prediction Alarm

Monitor and trigger an alarm if the count of specified prediction classes within a defined timeframe exceeds a set threshold.

Filter

Conditionally filter and output data fields based on boolean conditions from a preceding workflow step.

Slack

Send notifications to a specified Slack channel based on conditions, using customizable message content and Slack API tokens.

CSV Sink

Export prediction data to a CSV file for various prediction kinds, including object detection and instance segmentation.

Kafka Publish

Publish data to a Kafka topic, with server connection and topic configuration, ensuring data propagation within distributed systems.

Pager Duty

Trigger alerts on PagerDuty based on configurable conditions, sending notifications with customized details about system events.

Byte Tracker

Track and update object positions across video frames using ByteTrack.

GPT-4 with Vision

GPT-4 with Vision is a type of LMM.

CogVLM

CogVLM is a type of LMM.

YOLOv8 Classification

YOLOv8 Classification is a type of Roboflow Classification Model.

YOLOv8 Keypoint Detection

YOLOv8 Keypoint Detection is a type of Roboflow Keypoint Detection Model.

YOLOv7 Instance Segmentation

YOLOv7 Instance Segmentation is a type of Roboflow Instance Segmentation Model.

YOLOv8 Instance Segmentation

YOLOv8 Instance Segmentation is a type of Roboflow Instance Segmentation Model.

YOLOv5 Instance Segmentation

YOLOv5 Instance Segmentation is a type of Roboflow Instance Segmentation Model.

YOLOv5

YOLOv5 is a type of Roboflow Object Detection Model.

YOLO-NAS

YOLO-NAS is a type of Roboflow Object Detection Model.

YOLOv9

YOLOv9 is a type of Roboflow Object Detection Model.

YOLOv8

YOLOv8 is a type of Roboflow Object Detection Model.

Detection Offset

Apply a fixed offset on the width and height of detections.

Detection Filter

Filter predictions from detection models based on defined conditions.

Crop

Create dynamic crops from a detections model.

Active Learning Data Collector

Collect data and predictions that flow through workflows for use in active learning.

Condition

Control the flow of a workflow based on the result of a step.

Build a Custom Vision AI Application

Connect pre-trained models, open source models, LLM APIs, advanced logic, and external applications. Deploy as an API endpoint, on-prem, or at the edge.

Filter

Transformation

Filter

Conditionally filter and output data fields based on boolean conditions from a preceding workflow step.

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AWS Secrets Retriever

Transformation

AWS Secrets Retriever

Retrieve and manage secrets from AWS Secrets Manager for use in workflow automation.

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Byte Tracker

Track and update object positions across video frames using ByteTrack.

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GPT-4 with Vision

Model

GPT-4 with Vision

GPT-4 with Vision is a type of LMM.

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CogVLM

Model

CogVLM

CogVLM is a type of LMM.

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YOLOv8 Classification

Model

YOLOv8 Classification

YOLOv8 Classification is a type of Roboflow Classification Model.

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Serializer

Sink

Serializer

Convert object detection predictions into serialized format, facilitating data transfer or storage within workflow pipelines.

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Azure Sink

Notifications

Azure Sink

This block send email alert with image and prediction.

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S3 Upload

Utility

S3 Upload

Send images and prediction files to AWS S3.

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SMS

Notifications

SMS

Send SMS notifications through Twilio based on configurable conditions, utilizing dynamic message content and sender/receiver details.

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Webhook Publish

Sink

Webhook Publish

Securely transmit data to specified webhooks using HMAC-SHA512 for payload authentication, ensuring data integrity and confidentiality.

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Super Annotator

Sink

Super Annotator

Enhance images with visual annotations based on detection predictions, combining bounding boxes and labels for clarity.

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Find Other Blocks in the Fusion Category

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Explore Popular Combinations Using Detections Consensus

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Customize Your Pipeline

Connect models from OpenAI or Meta AI, applications like Slack or Pager Duty, and logic like filtering or cropping.

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